{"id":"W3142451454","doi":"10.1016/j.psychres.2021.113905","title":"A longitudinal assessment of depression and anxiety in the Republic of Ireland before and during the COVID-19 pandemic","year":2021,"lang":"en","type":"article","venue":"Psychiatry Research","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Economic and Social Research Council; National University of Ireland, Maynooth","keywords":"Depression (economics); Loneliness; Coronavirus disease 2019 (COVID-19); Anxiety; Mental health; Pandemic; Demography; Medicine; Longitudinal study; Psychiatry; Generalized anxiety disorder; Psychology; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001972802,0.000194202,0.0002891622,0.0008714599,0.0006854999,0.0008913985,0.0004800791,0.0004205325,0.0007935056],"category_scores_gemma":[0.004520642,0.0003173175,0.0004683013,0.0009112934,0.0003262839,0.0005983633,0.001130882,0.001065938,0.0003032757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002235923,"about_ca_system_score_gemma":0.001786042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08943529,"about_ca_topic_score_gemma":0.1363479,"domain_scores_codex":[0.999101,0.0003072148,0.00008500877,0.0001289844,0.0001236567,0.0002540995],"domain_scores_gemma":[0.9976494,0.0002023685,0.0008579601,0.0001591993,0.0005475273,0.0005835996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001692418,0.0001226472,0.9932323,0.0000220969,0.00003949437,0.00006784212,0.0008424954,0.0000509579,0.00014539,0.0000209067,0.000684782,0.004601806],"study_design_scores_gemma":[0.000002751458,0.00008272136,0.99893,0.000009969735,0.00000439341,0.00003165657,0.0006079186,0.00003355071,0.0000166713,0.000006868259,0.0002693694,0.000004082781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973651,0.0001692577,0.00008471317,0.0002282375,0.00001796093,0.0000528547,0.001112063,0.000005399715,0.0009644448],"genre_scores_gemma":[0.9974929,0.0001577339,0.000195656,0.000130291,0.00001401846,0.0001086156,0.001319278,0.000002591225,0.0005790052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08943529,"threshold_uncertainty_score":0.1778294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.142475673199107,"score_gpt":0.5142410173634968,"score_spread":0.3717653441643899,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}